Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	10425
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.5 MiB
Average record size in memory	256.0 B

Variable types

Numeric	30
Categorical	1

Alerts

`Time` is highly overall correlated with `V12` and 1 other fields	High correlation
`V12` is highly overall correlated with `Time`	High correlation
`V14` is highly overall correlated with `Time`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Class` is highly imbalanced (96.2%)	Imbalance
`Amount` has 109 (1.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-19 17:07:05.860462
Analysis finished	2023-12-19 17:10:17.688985
Duration	3 minutes and 11.83 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

Time
Real number (ℝ)

HIGH CORRELATION

Distinct	7629
Distinct (%)	73.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10098.995

Minimum	0
Maximum	24759
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	162.9 KiB

Quantile statistics

Minimum	0
5-th percentile	525.6
Q1	2974
median	9040
Q3	16979
95-th percentile	23288.8
Maximum	24759
Range	24759
Interquartile range (IQR)	14005

Descriptive statistics

Standard deviation	7732.9665
Coefficient of variation (CV)	0.76571642
Kurtosis	-1.2094938
Mean	10098.995
Median Absolute Deviation (MAD)	6341
Skewness	0.40000208
Sum	1.0528202 × 10⁸
Variance	59798770
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3767	17	0.2%
3766	16	0.2%
3749	15	0.1%
3760	15	0.1%
3750	15	0.1%
19912	14	0.1%
3755	14	0.1%
3756	14	0.1%
3747	13	0.1%
3763	12	0.1%
Other values (7619)	10280	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	3	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
24759	2	< 0.1%
24756	1	< 0.1%
24754	1	< 0.1%
24753	1	< 0.1%
24750	1	< 0.1%
24749	1	< 0.1%
24743	1	< 0.1%
24740	1	< 0.1%
24732	1	< 0.1%
24731	1	< 0.1%

V1
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.22531515

Minimum	-27.670569
Maximum	1.9604966
Zeros	0
Zeros (%)	0.0%
Negative	5684
Negative (%)	54.5%
Memory size	162.9 KiB

Quantile statistics

Minimum	-27.670569
5-th percentile	-2.7570494
Q1	-0.96877886
median	-0.31853009
Q3	1.1627684
95-th percentile	1.331889
Maximum	1.9604966
Range	29.631065
Interquartile range (IQR)	2.1315473

Descriptive statistics

Standard deviation	1.6944768
Coefficient of variation (CV)	-7.5204742
Kurtosis	22.212171
Mean	-0.22531515
Median Absolute Deviation (MAD)	1.3197875
Skewness	-2.9719284
Sum	-2348.9104
Variance	2.8712516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.30252069	28	0.3%
0.8986142746	20	0.2%
1.284474754	20	0.2%
1.012594684	16	0.2%
1.109984574	14	0.1%
0.8792953968	8	0.1%
1.30204334	6	0.1%
1.090665696	6	0.1%
1.012633321	6	0.1%
1.257513327	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-27.67056888	1	< 0.1%
-23.06684166	1	< 0.1%
-17.46771001	1	< 0.1%
-16.91746827	1	< 0.1%
-16.36792301	1	< 0.1%
-16.35863885	1	< 0.1%
-15.81917872	1	< 0.1%
-15.69480472	1	< 0.1%
-15.39884501	1	< 0.1%
-15.27136186	1	< 0.1%

Value	Count	Frequency (%)
1.960496567	1	< 0.1%
1.685313815	1	< 0.1%
1.616392389	1	< 0.1%
1.605329486	1	< 0.1%
1.592270211	1	< 0.1%
1.586092522	1	< 0.1%
1.573517868	1	< 0.1%
1.571566609	1	< 0.1%
1.553492342	1	< 0.1%
1.550736493	1	< 0.1%

V2
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28849257

Minimum	-34.607649
Maximum	10.114816
Zeros	0
Zeros (%)	0.0%
Negative	3976
Negative (%)	38.1%
Memory size	162.9 KiB

Quantile statistics

Minimum	-34.607649
5-th percentile	-1.3185558
Q1	-0.28416139
median	0.25423958
Q3	0.88752482
95-th percentile	1.9444727
Maximum	10.114816
Range	44.722464
Interquartile range (IQR)	1.1716862

Descriptive statistics

Standard deviation	1.3629874
Coefficient of variation (CV)	4.7245147
Kurtosis	64.768924
Mean	0.28849257
Median Absolute Deviation (MAD)	0.58268081
Skewness	-2.4314719
Sum	3007.5351
Variance	1.8577347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4474736062	28	0.3%
0.03389619282	20	0.2%
-0.5285973831	20	0.2%
0.1854111028	16	0.2%
0.3680321465	14	0.1%
0.0019729342	8	0.1%
-0.2615025416	6	0.1%
0.3361088879	6	0.1%
0.1854749494	6	0.1%
-0.3350856527	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34.60764864	1	< 0.1%
-25.64052693	1	< 0.1%
-13.44968402	1	< 0.1%
-12.11421274	1	< 0.1%
-12.06033872	1	< 0.1%
-11.94389198	1	< 0.1%
-11.79855865	1	< 0.1%
-11.02885837	1	< 0.1%
-9.916181536	1	< 0.1%
-9.612726202	1	< 0.1%

Value	Count	Frequency (%)
10.11481572	1	< 0.1%
9.669900173	1	< 0.1%
9.223691949	1	< 0.1%
9.133348064	1	< 0.1%
9.092122886	1	< 0.1%
9.067613427	1	< 0.1%
8.919984185	1	< 0.1%
8.835397642	1	< 0.1%
8.775997153	1	< 0.1%
8.684639789	1	< 0.1%

V3
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85199329

Minimum	-24.202142
Maximum	4.1017162
Zeros	0
Zeros (%)	0.0%
Negative	1495
Negative (%)	14.3%
Memory size	162.9 KiB

Quantile statistics

Minimum	-24.202142
5-th percentile	-0.94157639
Q1	0.41140242
median	0.96201272
Q3	1.6107659
95-th percentile	2.554548
Maximum	4.1017162
Range	28.303858
Interquartile range (IQR)	1.1993635

Descriptive statistics

Standard deviation	1.5361654
Coefficient of variation (CV)	1.8030252
Kurtosis	61.744761
Mean	0.85199329
Median Absolute Deviation (MAD)	0.59788208
Skewness	-5.6247686
Sum	8882.03
Variance	2.3598041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4957574879	28	0.3%
-0.0832970051	20	0.2%
-0.5519523239	20	0.2%
1.857002444	16	0.2%
-0.06140746339	14	0.1%
-0.09451009891	8	0.1%
-0.7227563815	6	0.1%
-0.0726205572	6	0.1%
1.85702487	6	0.1%
-0.7486025627	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.20214223	1	< 0.1%
-23.73644341	1	< 0.1%
-23.27063052	1	< 0.1%
-22.80468646	1	< 0.1%
-22.33859051	1	< 0.1%
-21.40583574	1	< 0.1%
-19.02691234	1	< 0.1%
-17.71263237	1	< 0.1%
-16.58707294	1	< 0.1%
-16.43257711	1	< 0.1%

Value	Count	Frequency (%)
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.945275899	1	< 0.1%
3.940337447	1	< 0.1%
3.934997816	1	< 0.1%
3.920274898	1	< 0.1%
3.90655802	1	< 0.1%
3.874251347	1	< 0.1%

V4
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3000088

Minimum	-4.657545
Maximum	11.927512
Zeros	0
Zeros (%)	0.0%
Negative	4330
Negative (%)	41.5%
Memory size	162.9 KiB

Quantile statistics

Minimum	-4.657545
5-th percentile	-2.0700102
Q1	-0.62889526
median	0.21791062
Q3	1.1997874
95-th percentile	2.8464468
Maximum	11.927512
Range	16.585057
Interquartile range (IQR)	1.8286826

Descriptive statistics

Standard deviation	1.502112
Coefficient of variation (CV)	5.0068931
Kurtosis	4.0329672
Mean	0.3000088
Median Absolute Deviation (MAD)	0.90943047
Skewness	0.77081416
Sum	3127.5917
Variance	2.2563405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.214799282	28	0.3%
1.256326169	20	0.2%
-1.692216951	20	0.2%
2.625675359	16	0.2%
1.376844397	14	0.1%
1.264449245	8	0.1%
-0.8537282566	6	0.1%
1.384967473	6	0.1%
2.625659113	6	0.1%
-0.8350045662	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.657545034	1	< 0.1%
-4.573540467	1	< 0.1%
-4.515824355	1	< 0.1%
-4.449606341	1	< 0.1%
-4.43421128	1	< 0.1%
-4.283314915	1	< 0.1%
-4.014689911	1	< 0.1%
-3.97698878	1	< 0.1%
-3.782073238	1	< 0.1%
-3.774039106	1	< 0.1%

Value	Count	Frequency (%)
11.92751187	1	< 0.1%
11.88531289	1	< 0.1%
11.86486808	1	< 0.1%
11.84477659	1	< 0.1%
11.82499023	1	< 0.1%
11.80546921	1	< 0.1%
11.27035233	1	< 0.1%
11.16552584	1	< 0.1%
10.46302042	1	< 0.1%
10.34322806	1	< 0.1%

V5
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.12000828

Minimum	-32.092129
Maximum	34.099309
Zeros	0
Zeros (%)	0.0%
Negative	6215
Negative (%)	59.6%
Memory size	162.9 KiB

Quantile statistics

Minimum	-32.092129
5-th percentile	-1.5456168
Q1	-0.71579627
median	-0.18858434
Q3	0.34529931
95-th percentile	1.8612766
Maximum	34.099309
Range	66.191438
Interquartile range (IQR)	1.0610956

Descriptive statistics

Standard deviation	1.2572949
Coefficient of variation (CV)	-10.476735
Kurtosis	101.88162
Mean	-0.12000828
Median Absolute Deviation (MAD)	0.53028744
Skewness	0.10931249
Sum	-1251.0863
Variance	1.5807904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.705041053	28	0.3%
0.5540913478	20	0.2%
1.390419382	20	0.2%
-0.8136860245	16	0.2%
0.07043737921	14	0.1%
0.544228882	8	0.1%
1.700463346	6	0.1%
0.06057491341	6	0.1%
-0.8136662996	6	0.1%
1.677730363	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-32.092129	1	< 0.1%
-10.42019898	1	< 0.1%
-10.3289879	1	< 0.1%
-10.27474924	1	< 0.1%
-10.19804581	1	< 0.1%
-9.897807157	1	< 0.1%
-9.830548229	1	< 0.1%
-9.790823431	1	< 0.1%
-9.74943959	1	< 0.1%
-9.466756434	1	< 0.1%

Value	Count	Frequency (%)
34.09930934	1	< 0.1%
11.97426887	1	< 0.1%
8.869680489	1	< 0.1%
8.489768552	1	< 0.1%
8.393067861	1	< 0.1%
8.158151076	1	< 0.1%
8.132340521	1	< 0.1%
8.106762197	1	< 0.1%
7.672543966	1	< 0.1%
7.150194268	1	< 0.1%

V6
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14134536

Minimum	-23.496714
Maximum	21.393069
Zeros	0
Zeros (%)	0.0%
Negative	5887
Negative (%)	56.5%
Memory size	162.9 KiB

Quantile statistics

Minimum	-23.496714
5-th percentile	-1.2506666
Q1	-0.61403193
median	-0.13525672
Q3	0.52118019
95-th percentile	3.2732413
Maximum	21.393069
Range	44.889783
Interquartile range (IQR)	1.1352121

Descriptive statistics

Standard deviation	1.3151509
Coefficient of variation (CV)	9.3045215
Kurtosis	19.11428
Mean	0.14134536
Median Absolute Deviation (MAD)	0.54627708
Skewness	1.0483302
Sum	1473.5253
Variance	1.7296219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.762439585	28	0.3%
0.7023423327	20	0.2%
3.487250802	20	0.2%
0.7411976888	16	0.2%
-1.100572945	14	0.1%
0.7059410018	8	0.1%
3.426329301	6	0.1%
-1.096974276	6	0.1%
0.7411904915	6	0.1%
3.434624233	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.49671393	1	< 0.1%
-7.574798166	1	< 0.1%
-6.008566854	1	< 0.1%
-5.841812707	1	< 0.1%
-5.698519198	1	< 0.1%
-5.500163214	1	< 0.1%
-5.008147158	1	< 0.1%
-4.98300349	1	< 0.1%
-4.445610382	1	< 0.1%
-4.174304981	1	< 0.1%

Value	Count	Frequency (%)
21.39306876	1	< 0.1%
10.03392286	1	< 0.1%
7.074413676	1	< 0.1%
6.908958996	1	< 0.1%
6.869369611	1	< 0.1%
6.86668778	1	< 0.1%
6.456410462	1	< 0.1%
6.322360846	1	< 0.1%
6.312789114	1	< 0.1%
5.811644948	1	< 0.1%

V7
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.15272659

Minimum	-26.548144
Maximum	34.303177
Zeros	0
Zeros (%)	0.0%
Negative	5864
Negative (%)	56.2%
Memory size	162.9 KiB

Quantile statistics

Minimum	-26.548144
5-th percentile	-1.2976521
Q1	-0.61383784
median	-0.11568285
Q3	0.42069152
95-th percentile	1.1049164
Maximum	34.303177
Range	60.851321
Interquartile range (IQR)	1.0345294

Descriptive statistics

Standard deviation	1.2345473
Coefficient of variation (CV)	-8.0833815
Kurtosis	127.31495
Mean	-0.15272659
Median Absolute Deviation (MAD)	0.51666789
Skewness	-2.9107482
Sum	-1592.1747
Variance	1.524107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5938465551	28	0.3%
0.1556682316	20	0.2%
-1.223488842	20	0.2%
-1.050509509	16	0.2%
0.6103973431	14	0.1%
0.1689380404	8	0.1%
-1.013725785	6	0.1%
0.6236671518	6	0.1%
-1.050536049	6	0.1%
-0.983138876	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.54814377	1	< 0.1%
-21.92281103	1	< 0.1%
-17.656788	1	< 0.1%
-17.29065667	1	< 0.1%
-16.92515204	1	< 0.1%
-16.56036811	1	< 0.1%
-16.53580681	1	< 0.1%
-16.19641866	1	< 0.1%
-15.6003233	1	< 0.1%
-15.47161228	1	< 0.1%

Value	Count	Frequency (%)
34.30317686	1	< 0.1%
10.78408765	1	< 0.1%
8.571717472	1	< 0.1%
8.071854776	1	< 0.1%
7.887490429	1	< 0.1%
6.359748751	1	< 0.1%
5.431270921	1	< 0.1%
5.400285574	1	< 0.1%
5.384272345	1	< 0.1%
5.373923228	1	< 0.1%

V8
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.015718215

Minimum	-23.632502
Maximum	10.535558
Zeros	0
Zeros (%)	0.0%
Negative	4937
Negative (%)	47.4%
Memory size	162.9 KiB

Quantile statistics

Minimum	-23.632502
5-th percentile	-0.89970012
Q1	-0.17872725
median	0.019633684
Q3	0.27433436
95-th percentile	0.95223996
Maximum	10.535558
Range	34.16806
Interquartile range (IQR)	0.4530616

Descriptive statistics

Standard deviation	1.2615797
Coefficient of variation (CV)	-80.262272
Kurtosis	129.61601
Mean	-0.015718215
Median Absolute Deviation (MAD)	0.21914434
Skewness	-7.9753593
Sum	-163.8624
Variance	1.5915833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5564510255	28	0.3%
0.1963597357	20	0.2%
0.8757863762	20	0.2%
0.4114487108	16	0.2%
-0.4872009722	14	0.1%
0.1937641969	8	0.1%
0.7939703729	6	0.1%
-0.489796511	6	0.1%
0.4114539019	6	0.1%
0.787987656	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.6325024	1	< 0.1%
-23.46459462	1	< 0.1%
-23.24971822	1	< 0.1%
-23.17963967	1	< 0.1%
-22.85505093	1	< 0.1%
-22.60571052	1	< 0.1%
-22.58854677	1	< 0.1%
-22.15906273	1	< 0.1%
-21.7254415	1	< 0.1%
-21.28396073	1	< 0.1%

Value	Count	Frequency (%)
10.53555784	1	< 0.1%
10.12438664	1	< 0.1%
8.860266155	1	< 0.1%
8.675685369	1	< 0.1%
8.564943016	1	< 0.1%
8.438878138	1	< 0.1%
8.2460289	1	< 0.1%
8.143380647	1	< 0.1%
7.721780403	1	< 0.1%
7.414638469	1	< 0.1%

V9
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98752187

Minimum	-7.1750966
Maximum	10.392889
Zeros	0
Zeros (%)	0.0%
Negative	1922
Negative (%)	18.4%
Memory size	162.9 KiB

Quantile statistics

Minimum	-7.1750966
5-th percentile	-0.80499768
Q1	0.28219319
median	0.96858564
Q3	1.6443689
95-th percentile	3.01733
Maximum	10.392889
Range	17.567985
Interquartile range (IQR)	1.3621757

Descriptive statistics

Standard deviation	1.2126634
Coefficient of variation (CV)	1.2279864
Kurtosis	4.0337573
Mean	0.98752187
Median Absolute Deviation (MAD)	0.68123054
Skewness	0.15077645
Sum	10294.915
Variance	1.4705526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6977195955	28	0.3%
1.160758531	20	0.2%
2.95498237	20	0.2%
1.07822938	16	0.2%
0.9205892694	14	0.1%
1.159580669	8	0.1%
1.596135576	6	0.1%
0.9194114079	6	0.1%
1.078231736	6	0.1%
1.593420605	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.175096615	1	< 0.1%
-6.8152729	1	< 0.1%
-6.380124898	1	< 0.1%
-6.333685156	1	< 0.1%
-6.329800846	1	< 0.1%
-6.310658433	1	< 0.1%
-6.287735948	1	< 0.1%
-6.272790468	1	< 0.1%
-6.264903488	1	< 0.1%
-6.242149309	1	< 0.1%

Value	Count	Frequency (%)
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
7.730700798	1	< 0.1%
7.496576798	1	< 0.1%
7.011563059	1	< 0.1%
6.819787138	1	< 0.1%
6.450991507	1	< 0.1%
6.330222099	1	< 0.1%

V10
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.33638718

Minimum	-14.166795
Maximum	12.259949
Zeros	0
Zeros (%)	0.0%
Negative	7335
Negative (%)	70.4%
Memory size	162.9 KiB

Quantile statistics

Minimum	-14.166795
5-th percentile	-1.6615178
Q1	-0.79018498
median	-0.38211541
Q3	0.11812416
95-th percentile	1.1032308
Maximum	12.259949
Range	26.426744
Interquartile range (IQR)	0.90830915

Descriptive statistics

Standard deviation	1.2245013
Coefficient of variation (CV)	-3.6401544
Kurtosis	34.921875
Mean	-0.33638718
Median Absolute Deviation (MAD)	0.46084739
Skewness	-0.86067545
Sum	-3506.8363
Variance	1.4994034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.090180906	28	0.3%
-0.5182587848	20	0.2%
-1.398573914	20	0.2%
0.4107441876	16	0.2%
-0.3808835352	14	0.1%
-0.5229164241	8	0.1%
-0.4613950441	6	0.1%
-0.3855411746	6	0.1%
0.4107535029	6	0.1%
-0.4721309028	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.16679466	1	< 0.1%
-13.67054513	1	< 0.1%
-13.34827765	1	< 0.1%
-13.19341507	1	< 0.1%
-13.17519808	1	< 0.1%
-13.13669837	1	< 0.1%
-13.08889092	1	< 0.1%
-13.0027093	1	< 0.1%
-12.93892931	1	< 0.1%
-12.91663611	1	< 0.1%

Value	Count	Frequency (%)
12.25994935	1	< 0.1%
12.17440008	1	< 0.1%
12.08882619	1	< 0.1%
12.00322537	1	< 0.1%
11.90686815	1	< 0.1%
9.759894195	1	< 0.1%
8.82175647	1	< 0.1%
8.033440299	1	< 0.1%
7.979490641	1	< 0.1%
7.895718851	1	< 0.1%

V11
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86675593

Minimum	-2.595325
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	2415
Negative (%)	23.2%
Memory size	162.9 KiB

Quantile statistics

Minimum	-2.595325
5-th percentile	-0.93588271
Q1	0.063361186
median	0.80265388
Q3	1.6696718
95-th percentile	2.5714955
Maximum	12.018913
Range	14.614238
Interquartile range (IQR)	1.6063106

Descriptive statistics

Standard deviation	1.1980896
Coefficient of variation (CV)	1.3822687
Kurtosis	9.2513992
Mean	0.86675593
Median Absolute Deviation (MAD)	0.80368807
Skewness	1.2946891
Sum	9035.9306
Variance	1.4354187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1110879642	28	0.3%
1.606341951	20	0.2%
0.7562874684	20	0.2%
2.237912364	16	0.2%
0.6677809452	14	0.1%
1.606485223	8	0.1%
0.877489359	6	0.1%
0.6679242167	6	0.1%
2.237912077	6	0.1%
0.8778195997	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.595325047	1	< 0.1%
-2.498729331	1	< 0.1%
-2.490789178	1	< 0.1%
-2.478855646	1	< 0.1%
-2.472735276	1	< 0.1%
-2.471915791	1	< 0.1%
-2.449773771	1	< 0.1%
-2.437157248	1	< 0.1%
-2.37237138	1	< 0.1%
-2.345934128	1	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%
10.27776886	1	< 0.1%

V12
Real number (ℝ)

HIGH CORRELATION

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5571264

Minimum	-17.769143
Maximum	3.607076
Zeros	0
Zeros (%)	0.0%
Negative	8376
Negative (%)	80.3%
Memory size	162.9 KiB

Quantile statistics

Minimum	-17.769143
5-th percentile	-3.3125661
Q1	-2.4712552
median	-1.8606661
Q3	-0.4274821
95-th percentile	0.88825429
Maximum	3.607076
Range	21.37622
Interquartile range (IQR)	2.0437731

Descriptive statistics

Standard deviation	1.5361481
Coefficient of variation (CV)	-0.98652758
Kurtosis	16.456869
Mean	-1.5571264
Median Absolute Deviation (MAD)	0.76916572
Skewness	-1.696902
Sum	-16233.043
Variance	2.3597511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06265234746	28	0.3%
-2.525492525	20	0.2%
-1.875448319	20	0.2%
-2.310505578	16	0.2%
-2.023532466	14	0.1%
-2.525080637	8	0.1%
-2.511817334	6	0.1%
-2.023120579	6	0.1%
-2.310506402	6	0.1%
-2.510867934	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.13130095	1	< 0.1%
-16.72833933	1	< 0.1%
-16.38805417	1	< 0.1%
-15.96920752	1	< 0.1%
-15.47905248	1	< 0.1%
-15.14498822	1	< 0.1%
-15.11788939	1	< 0.1%

Value	Count	Frequency (%)
3.607076045	1	< 0.1%
3.606760812	1	< 0.1%
2.771414954	1	< 0.1%
2.313066057	1	< 0.1%
2.171292484	1	< 0.1%
2.163751282	1	< 0.1%
2.152055116	1	< 0.1%
2.075870867	1	< 0.1%
2.040290887	1	< 0.1%
1.977772847	1	< 0.1%

V13
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.002767

Minimum	-3.3895101
Maximum	4.4654132
Zeros	0
Zeros (%)	0.0%
Negative	2093
Negative (%)	20.1%
Memory size	162.9 KiB

Quantile statistics

Minimum	-3.3895101
5-th percentile	-1.046607
Q1	0.19184562
median	1.1025707
Q3	1.8583416
95-th percentile	2.7527991
Maximum	4.4654132
Range	7.8549233
Interquartile range (IQR)	1.666496

Descriptive statistics

Standard deviation	1.1614366
Coefficient of variation (CV)	1.1582318
Kurtosis	-0.21051051
Mean	1.002767
Median Absolute Deviation (MAD)	0.7984074
Skewness	-0.38915651
Sum	10453.846
Variance	1.348935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2384570315	28	0.3%
0.1660467739	20	0.2%
1.673656086	20	0.2%
0.7711515061	16	0.2%
2.151357569	14	0.1%
0.1678296401	8	0.1%
1.798557012	6	0.1%
2.153140435	6	0.1%
0.7711479403	6	0.1%
1.802666518	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.389510119	1	< 0.1%
-3.315213425	1	< 0.1%
-3.202718101	1	< 0.1%
-3.153399893	1	< 0.1%
-3.141239348	1	< 0.1%
-2.794071399	1	< 0.1%
-2.792539447	1	< 0.1%
-2.77741166	1	< 0.1%
-2.713448313	1	< 0.1%
-2.673610417	1	< 0.1%

Value	Count	Frequency (%)
4.465413177	1	< 0.1%
3.904562358	1	< 0.1%
3.754715169	1	< 0.1%
3.708994098	1	< 0.1%
3.699423964	1	< 0.1%
3.685569729	1	< 0.1%
3.68245814	1	< 0.1%
3.641478168	1	< 0.1%
3.610837404	1	< 0.1%
3.590139297	1	< 0.1%

V14
Real number (ℝ)

HIGH CORRELATION

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84316592

Minimum	-19.214325
Maximum	7.6922085
Zeros	0
Zeros (%)	0.0%
Negative	1816
Negative (%)	17.4%
Memory size	162.9 KiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-0.76460631
Q1	0.26642329
median	1.1200535
Q3	1.5607314
95-th percentile	2.0839023
Maximum	7.6922085
Range	26.906534
Interquartile range (IQR)	1.2943081

Descriptive statistics

Standard deviation	1.3449105
Coefficient of variation (CV)	1.5950722
Kurtosis	53.694039
Mean	0.84316592
Median Absolute Deviation (MAD)	0.57610427
Skewness	-5.1094801
Sum	8790.0047
Variance	1.8087843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2157381385	28	0.3%
2.428011871	20	0.2%
1.405684451	20	0.2%
1.647487648	16	0.2%
1.919033358	14	0.1%
2.430275831	8	0.1%
1.60512334	6	0.1%
1.921297318	6	0.1%
1.64748312	6	0.1%
1.610341768	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.23020216	1	< 0.1%
-15.06637436	1	< 0.1%
-14.69072913	1	< 0.1%
-14.66638897	1	< 0.1%
-14.49159835	1	< 0.1%

Value	Count	Frequency (%)
7.692208544	1	< 0.1%
7.439565532	1	< 0.1%
6.940483847	1	< 0.1%
6.690751884	1	< 0.1%
5.942856872	1	< 0.1%
5.840504717	1	< 0.1%
5.7487338	1	< 0.1%
5.69056194	1	< 0.1%
5.650251318	1	< 0.1%
5.590615972	1	< 0.1%

V15
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.18490286

Minimum	-4.1525318
Maximum	3.6350415
Zeros	0
Zeros (%)	0.0%
Negative	5438
Negative (%)	52.2%
Memory size	162.9 KiB

Quantile statistics

Minimum	-4.1525318
5-th percentile	-2.0079335
Q1	-0.76431712
median	-0.044885843
Q3	0.48670417
95-th percentile	1.1819456
Maximum	3.6350415
Range	7.7875733
Interquartile range (IQR)	1.2510213

Descriptive statistics

Standard deviation	0.97783806
Coefficient of variation (CV)	-5.2883881
Kurtosis	0.35524603
Mean	-0.18490286
Median Absolute Deviation (MAD)	0.6070722
Skewness	-0.57156644
Sum	-1927.6123
Variance	0.95616727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.069355893	28	0.3%
1.169787788	20	0.2%
0.7105328819	20	0.2%
0.005918309288	16	0.2%
-0.09870020159	14	0.1%
1.171045783	8	0.1%
0.761804883	6	0.1%
-0.09744220703	6	0.1%
0.005915793299	6	0.1%
0.7647045605	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.15253176	1	< 0.1%
-3.918266084	1	< 0.1%
-3.879892017	1	< 0.1%
-3.875765094	1	< 0.1%
-3.835366057	1	< 0.1%
-3.650146138	1	< 0.1%
-3.625771028	1	< 0.1%
-3.563326387	1	< 0.1%
-3.505480785	1	< 0.1%
-3.418341805	1	< 0.1%

Value	Count	Frequency (%)
3.635041517	1	< 0.1%
2.927060213	1	< 0.1%
2.842022601	1	< 0.1%
2.806856084	1	< 0.1%
2.791878356	1	< 0.1%
2.703684691	1	< 0.1%
2.701359326	1	< 0.1%
2.645733097	1	< 0.1%
2.533660621	1	< 0.1%
2.501394702	1	< 0.1%

V16
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.042470371

Minimum	-12.227189
Maximum	4.8162523
Zeros	0
Zeros (%)	0.0%
Negative	5095
Negative (%)	48.9%
Memory size	162.9 KiB

Quantile statistics

Minimum	-12.227189
5-th percentile	-1.4203926
Q1	-0.52944883
median	0.026072399
Q3	0.53161155
95-th percentile	1.2379822
Maximum	4.8162523
Range	17.043442
Interquartile range (IQR)	1.0610604

Descriptive statistics

Standard deviation	0.96766998
Coefficient of variation (CV)	-22.78459
Kurtosis	27.606956
Mean	-0.042470371
Median Absolute Deviation (MAD)	0.52872031
Skewness	-2.9742657
Sum	-442.75361
Variance	0.93638519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2552305247	28	0.3%
-1.53234065	20	0.2%
-0.1496408665	20	0.2%
1.168256269	16	0.2%
-0.2565887086	14	0.1%
-1.531021705	8	0.1%
0.8110916173	6	0.1%
-0.2552697632	6	0.1%
1.168253631	6	0.1%
0.8141317864	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-12.22718928	1	< 0.1%
-11.91148302	1	< 0.1%
-10.62949739	1	< 0.1%
-10.32201668	1	< 0.1%
-10.26660918	1	< 0.1%
-10.12239192	1	< 0.1%
-10.11555995	1	< 0.1%
-10.09867066	1	< 0.1%
-10.05311224	1	< 0.1%
-10.03109666	1	< 0.1%

Value	Count	Frequency (%)
4.816252303	1	< 0.1%
4.087801791	1	< 0.1%
3.930881236	1	< 0.1%
3.890837784	1	< 0.1%
3.764085379	1	< 0.1%
3.448417942	1	< 0.1%
3.401112451	1	< 0.1%
3.280129103	1	< 0.1%
3.255931906	1	< 0.1%
3.162368934	1	< 0.1%

V17
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.42238125

Minimum	-18.587366
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	2918
Negative (%)	28.0%
Memory size	162.9 KiB

Quantile statistics

Minimum	-18.587366
5-th percentile	-0.74725014
Q1	-0.058214458
median	0.41638251
Q3	0.89730495
95-th percentile	1.8036341
Maximum	9.2535263
Range	27.840892
Interquartile range (IQR)	0.95551941

Descriptive statistics

Standard deviation	1.2179278
Coefficient of variation (CV)	2.8834799
Kurtosis	83.01917
Mean	0.42238125
Median Absolute Deviation (MAD)	0.47716951
Skewness	-5.8128615
Sum	4403.3246
Variance	1.4833482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.072084985	28	0.3%
1.822234493	20	0.2%
0.08123088306	20	0.2%
-0.04472191861	16	0.2%
0.392087355	14	0.1%
1.822530964	8	0.1%
-0.2086832239	6	0.1%
0.3923838259	6	0.1%
-0.04472251155	6	0.1%
-0.2079998584	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.58736621	1	< 0.1%
-18.1030037	1	< 0.1%
-17.54203031	1	< 0.1%
-17.50661155	1	< 0.1%
-17.09844421	1	< 0.1%
-16.82534428	1	< 0.1%
-16.66817932	1	< 0.1%
-16.51114335	1	< 0.1%
-16.35409442	1	< 0.1%
-16.04922782	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.140626771	1	< 0.1%
6.9835454	1	< 0.1%
6.739384385	1	< 0.1%

V18
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001889954

Minimum	-8.061208
Maximum	4.2956482
Zeros	0
Zeros (%)	0.0%
Negative	4877
Negative (%)	46.8%
Memory size	162.9 KiB

Quantile statistics

Minimum	-8.061208
5-th percentile	-1.3829814
Q1	-0.43567089
median	0.055643204
Q3	0.50139218
95-th percentile	1.1886422
Maximum	4.2956482
Range	12.356856
Interquartile range (IQR)	0.93706307

Descriptive statistics

Standard deviation	0.84859915
Coefficient of variation (CV)	449.00518
Kurtosis	5.7872681
Mean	0.001889954
Median Absolute Deviation (MAD)	0.4678194
Skewness	-0.91925869
Sum	19.702771
Variance	0.72012053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4851104315	28	0.3%
-1.963373148	20	0.2%
0.8935765687	20	0.2%
0.8383888864	16	0.2%
-0.1384420515	14	0.1%
-1.961324276	8	0.1%
0.5937963316	6	0.1%
-0.1363931788	6	0.1%
0.8383847886	6	0.1%
0.5985189831	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.06120799	1	< 0.1%
-6.920761861	1	< 0.1%
-6.837834539	1	< 0.1%
-6.792637787	1	< 0.1%
-5.494927642	1	< 0.1%
-5.366659956	1	< 0.1%
-5.322008981	1	< 0.1%
-5.247301106	1	< 0.1%
-5.133153767	1	< 0.1%
-5.125644757	1	< 0.1%

Value	Count	Frequency (%)
4.295648234	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.071328562	1	< 0.1%
3.832711791	1	< 0.1%
3.65979313	1	< 0.1%
3.042493178	1	< 0.1%
3.012463106	1	< 0.1%
2.950374471	1	< 0.1%

V19
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.082047924

Minimum	-4.9327331
Maximum	4.5553594
Zeros	0
Zeros (%)	0.0%
Negative	5649
Negative (%)	54.2%
Memory size	162.9 KiB

Quantile statistics

Minimum	-4.9327331
5-th percentile	-1.4791379
Q1	-0.57244664
median	-0.078863979
Q3	0.44203244
95-th percentile	1.2377685
Maximum	4.5553594
Range	9.4880924
Interquartile range (IQR)	1.0144791

Descriptive statistics

Standard deviation	0.82849258
Coefficient of variation (CV)	-10.097667
Kurtosis	1.0201735
Mean	-0.082047924
Median Absolute Deviation (MAD)	0.50602633
Skewness	-0.21033291
Sum	-855.34961
Variance	0.68639995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2713148852	28	0.3%
-2.149184768	20	0.2%
0.7209114171	20	0.2%
-1.76632442	16	0.2%
-0.4859831063	14	0.1%
-2.15237867	8	0.1%
-0.03119331202	6	0.1%
-0.4891770087	6	0.1%
-1.766318032	6	0.1%
-0.03855525702	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.932733055	1	< 0.1%
-4.021062314	1	< 0.1%
-3.817501674	1	< 0.1%
-3.816426269	1	< 0.1%
-3.799214953	1	< 0.1%
-3.718810312	1	< 0.1%
-3.662048182	1	< 0.1%
-3.636757707	1	< 0.1%
-3.626608126	1	< 0.1%
-3.599222455	1	< 0.1%

Value	Count	Frequency (%)
4.555359379	1	< 0.1%
3.365631544	1	< 0.1%
3.166998907	1	< 0.1%
3.126929352	1	< 0.1%
3.097748598	1	< 0.1%
3.048037026	1	< 0.1%
2.895505737	1	< 0.1%
2.864929743	1	< 0.1%
2.862706058	1	< 0.1%
2.697586054	1	< 0.1%

V20
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.018465966

Minimum	-13.276034
Maximum	7.9221409
Zeros	0
Zeros (%)	0.0%
Negative	5978
Negative (%)	57.3%
Memory size	162.9 KiB

Quantile statistics

Minimum	-13.276034
5-th percentile	-0.46573206
Q1	-0.1615156
median	-0.039908448
Q3	0.13731752
95-th percentile	0.72904021
Maximum	7.9221409
Range	21.198175
Interquartile range (IQR)	0.29883312

Descriptive statistics

Standard deviation	0.57808615
Coefficient of variation (CV)	31.305493
Kurtosis	88.414816
Mean	0.018465966
Median Absolute Deviation (MAD)	0.14426076
Skewness	-1.500642
Sum	192.50769
Variance	0.3341836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1560890111	28	0.3%
-0.2524967714	20	0.2%
-0.01541492637	20	0.2%
-0.2404692901	16	0.2%
0.01366173801	14	0.1%
-0.2321321687	8	0.1%
0.0466632653	6	0.1%
0.03402634074	6	0.1%
-0.2405100193	6	0.1%
0.0936036746	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.27603434	1	< 0.1%
-12.83404164	1	< 0.1%
-11.74868903	1	< 0.1%
-5.571503156	1	< 0.1%
-4.578146919	1	< 0.1%
-4.566619243	1	< 0.1%
-4.56160771	1	< 0.1%
-4.543539901	1	< 0.1%
-4.516220794	1	< 0.1%
-3.785807772	1	< 0.1%

Value	Count	Frequency (%)
7.922140914	1	< 0.1%
7.744222435	1	< 0.1%
5.851380735	1	< 0.1%
5.580589875	1	< 0.1%
5.552956451	1	< 0.1%
5.55076003	1	< 0.1%
5.418451542	1	< 0.1%
4.843083043	1	< 0.1%
4.596930215	1	< 0.1%
4.592908532	1	< 0.1%

V21
Real number (ℝ)

HIGH CORRELATION

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.070143566

Minimum	-11.468435
Maximum	22.614889
Zeros	0
Zeros (%)	0.0%
Negative	7536
Negative (%)	72.3%
Memory size	162.9 KiB

Quantile statistics

Minimum	-11.468435
5-th percentile	-0.53430532
Q1	-0.27142118
median	-0.13225777
Q3	0.01741304
95-th percentile	0.41711547
Maximum	22.614889
Range	34.083324
Interquartile range (IQR)	0.28883422

Descriptive statistics

Standard deviation	0.87954221
Coefficient of variation (CV)	-12.539172
Kurtosis	268.17546
Mean	-0.070143566
Median Absolute Deviation (MAD)	0.14332805
Skewness	10.908761
Sum	-731.24668
Variance	0.77359451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.007342802666	28	0.3%
0.03151077795	20	0.2%
-0.2081362659	20	0.2%
0.167722	16	0.2%
-0.08858252271	14	0.1%
0.03757008636	8	0.1%
-0.1191602845	6	0.1%
-0.0825232143	6	0.1%
0.1677098814	6	0.1%
-0.1051935786	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11.46843491	1	< 0.1%
-11.32284203	1	< 0.1%
-11.27389007	1	< 0.1%
-11.23526649	1	< 0.1%
-11.10249056	1	< 0.1%
-6.599580452	1	< 0.1%
-6.301239164	1	< 0.1%
-5.378106262	1	< 0.1%
-5.258316584	1	< 0.1%
-4.709977251	1	< 0.1%

Value	Count	Frequency (%)
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
15.63145341	1	< 0.1%
14.71821159	1	< 0.1%
12.1948493	1	< 0.1%
11.2107477	1	< 0.1%
11.19772903	1	< 0.1%

V22
Real number (ℝ)

HIGH CORRELATION

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.15325641

Minimum	-8.5936416
Maximum	4.3938457
Zeros	0
Zeros (%)	0.0%
Negative	6105
Negative (%)	58.6%
Memory size	162.9 KiB

Quantile statistics

Minimum	-8.5936416
5-th percentile	-1.0431218
Q1	-0.54217627
median	-0.12107022
Q3	0.23369764
95-th percentile	0.76987588
Maximum	4.3938457
Range	12.987487
Interquartile range (IQR)	0.77587391

Descriptive statistics

Standard deviation	0.62183922
Coefficient of variation (CV)	-4.0575087
Kurtosis	18.04468
Mean	-0.15325641
Median Absolute Deviation (MAD)	0.38195739
Skewness	-1.419383
Sum	-1597.6981
Variance	0.38668401
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2508856951	28	0.3%
0.2787432829	20	0.2%
-0.2725523222	20	0.2%
0.665252616	16	0.2%
-0.1263433834	14	0.1%
0.2734654022	8	0.1%
-0.2315702582	6	0.1%
-0.131621264	6	0.1%
0.6652631718	6	0.1%
-0.2437357731	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.420245605	1	< 0.1%
-5.707800997	1	< 0.1%
-4.432105603	1	< 0.1%
-4.266839413	1	< 0.1%
-4.182957364	1	< 0.1%
-3.945337946	1	< 0.1%

Value	Count	Frequency (%)
4.393845658	1	< 0.1%
4.359627185	1	< 0.1%
3.880680373	1	< 0.1%
3.661956889	1	< 0.1%
3.312970537	1	< 0.1%
2.815903246	1	< 0.1%
2.466050042	1	< 0.1%
1.985148506	1	< 0.1%
1.957759397	1	< 0.1%
1.921346586	1	< 0.1%

V23
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.038863632

Minimum	-19.254328
Maximum	13.876221
Zeros	0
Zeros (%)	0.0%
Negative	6401
Negative (%)	61.4%
Memory size	162.9 KiB

Quantile statistics

Minimum	-19.254328
5-th percentile	-0.41089696
Q1	-0.17586819
median	-0.04608533
Q3	0.069408996
95-th percentile	0.38173718
Maximum	13.876221
Range	33.130548
Interquartile range (IQR)	0.24527718

Descriptive statistics

Standard deviation	0.51558449
Coefficient of variation (CV)	-13.266503
Kurtosis	387.03696
Mean	-0.038863632
Median Absolute Deviation (MAD)	0.121787
Skewness	-6.9554838
Sum	-405.15336
Variance	0.26582736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3315996894	28	0.3%
-0.02733678719	20	0.2%
-0.07078518358	20	0.2%
0.03422690551	16	0.2%
-0.2179992472	14	0.1%
-0.0361507822	8	0.1%
-0.05155015298	6	0.1%
-0.2268132422	6	0.1%
0.0342445335	6	0.1%
-0.07186641149	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.25432762	1	< 0.1%
-15.14434034	1	< 0.1%
-11.66999352	1	< 0.1%
-10.47797764	1	< 0.1%
-8.238609977	1	< 0.1%
-7.996810517	1	< 0.1%
-7.028115951	1	< 0.1%
-5.110557588	1	< 0.1%
-3.984425694	1	< 0.1%
-3.731390694	1	< 0.1%

Value	Count	Frequency (%)
13.87622086	1	< 0.1%
10.47576998	1	< 0.1%
5.719454825	1	< 0.1%
4.332061451	1	< 0.1%
4.095021042	1	< 0.1%
3.787712783	1	< 0.1%
3.740896577	1	< 0.1%
3.657314697	1	< 0.1%
3.642682733	1	< 0.1%
3.638520249	1	< 0.1%

V24
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0080782783

Minimum	-2.5123765
Maximum	3.2002012
Zeros	0
Zeros (%)	0.0%
Negative	4460
Negative (%)	42.8%
Memory size	162.9 KiB

Quantile statistics

Minimum	-2.5123765
5-th percentile	-1.1196409
Q1	-0.343429
median	0.056866366
Q3	0.39122007
95-th percentile	0.92920516
Maximum	3.2002012
Range	5.7125777
Interquartile range (IQR)	0.73464907

Descriptive statistics

Standard deviation	0.5888457
Coefficient of variation (CV)	72.892475
Kurtosis	0.37283738
Mean	0.0080782783
Median Absolute Deviation (MAD)	0.35913794
Skewness	-0.63223642
Sum	84.216052
Variance	0.34673926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.00995228	28	0.3%
-0.7088033426	20	0.2%
0.9576658003	20	0.2%
0.149376674	16	0.2%
0.3581221092	14	0.1%
-0.7082902178	8	0.1%
1.022013165	6	0.1%
0.358635234	6	0.1%
0.1493756477	6	0.1%
1.023195918	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.51237651	1	< 0.1%
-2.49354476	1	< 0.1%
-2.203340891	1	< 0.1%
-2.162522517	1	< 0.1%
-2.043850964	1	< 0.1%
-1.917229919	1	< 0.1%
-1.900995313	1	< 0.1%
-1.867208192	1	< 0.1%
-1.859103561	1	< 0.1%
-1.848209481	1	< 0.1%

Value	Count	Frequency (%)
3.200201195	1	< 0.1%
2.192625557	1	< 0.1%
1.311195214	1	< 0.1%
1.215278822	1	< 0.1%
1.191020981	1	< 0.1%
1.132342138	1	< 0.1%
1.116237078	1	< 0.1%
1.11297017	1	< 0.1%
1.108439997	1	< 0.1%
1.104093051	1	< 0.1%

V25
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11839915

Minimum	-4.7816055
Maximum	5.5250927
Zeros	0
Zeros (%)	0.0%
Negative	3650
Negative (%)	35.0%
Memory size	162.9 KiB

Quantile statistics

Minimum	-4.7816055
5-th percentile	-0.59442473
Q1	-0.13403872
median	0.15199622
Q3	0.3930317
95-th percentile	0.72826422
Maximum	5.5250927
Range	10.306698
Interquartile range (IQR)	0.52707042

Descriptive statistics

Standard deviation	0.42886165
Coefficient of variation (CV)	3.6221683
Kurtosis	5.6135735
Mean	0.11839915
Median Absolute Deviation (MAD)	0.26003841
Skewness	-0.47596013
Sum	1234.3111
Variance	0.18392231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2337301799	28	0.3%
0.3930317048	20	0.2%
0.6364714744	20	0.2%
0.06145175576	16	0.2%
0.8146255164	14	0.1%
0.38935995	8	0.1%
0.3683031908	6	0.1%
0.8109537617	6	0.1%
0.06145909927	6	0.1%
0.3598397961	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.781605522	1	< 0.1%
-2.577362588	1	< 0.1%
-2.483068889	1	< 0.1%
-2.322905876	1	< 0.1%
-2.160800368	1	< 0.1%
-2.032068366	1	< 0.1%
-1.959303771	1	< 0.1%
-1.875718982	1	< 0.1%
-1.853281783	1	< 0.1%
-1.843077692	1	< 0.1%

Value	Count	Frequency (%)
5.525092704	1	< 0.1%
2.4197915	1	< 0.1%
1.9725154	1	< 0.1%
1.964597849	1	< 0.1%
1.951253598	1	< 0.1%
1.799818675	1	< 0.1%
1.727062745	1	< 0.1%
1.701796414	1	< 0.1%
1.685000706	1	< 0.1%
1.629684302	1	< 0.1%

V26
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.037217334

Minimum	-1.3039601
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	5375
Negative (%)	51.6%
Memory size	162.9 KiB

Quantile statistics

Minimum	-1.3039601
5-th percentile	-0.75348254
Q1	-0.37402995
median	-0.032831024
Q3	0.37833501
95-th percentile	1.0579021
Maximum	3.5173456
Range	4.8213057
Interquartile range (IQR)	0.75236496

Descriptive statistics

Standard deviation	0.55801416
Coefficient of variation (CV)	14.993394
Kurtosis	-0.14740903
Mean	0.037217334
Median Absolute Deviation (MAD)	0.36980048
Skewness	0.55034855
Sum	387.9907
Variance	0.3113798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8244705574	28	0.3%
-0.2315446526	20	0.2%
-0.7110788271	20	0.2%
0.07372517454	16	0.2%
-0.3458153	14	0.1%
-0.2326111755	8	0.1%
1.046159028	6	0.1%
-0.3468818229	6	0.1%
0.07372730759	6	0.1%
1.043700693	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.303960093	1	< 0.1%
-1.291802589	1	< 0.1%
-1.243924154	1	< 0.1%
-1.22214642	1	< 0.1%
-1.168869913	1	< 0.1%
-1.168425357	1	< 0.1%
-1.159825403	1	< 0.1%
-1.14151936	1	< 0.1%
-1.138230523	1	< 0.1%
-1.138071794	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.087444274	1	< 0.1%
3.065575697	1	< 0.1%
3.040808202	1	< 0.1%
2.964299508	1	< 0.1%
1.788188782	1	< 0.1%
1.726004108	1	< 0.1%
1.585652226	1	< 0.1%
1.556236445	1	< 0.1%

V27
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011836998

Minimum	-7.9760998
Maximum	8.2543756
Zeros	0
Zeros (%)	0.0%
Negative	5277
Negative (%)	50.6%
Memory size	162.9 KiB

Quantile statistics

Minimum	-7.9760998
5-th percentile	-0.38602422
Q1	-0.077716918
median	-0.0015061119
Q3	0.095375028
95-th percentile	0.4021607
Maximum	8.2543756
Range	16.230475
Interquartile range (IQR)	0.17309195

Descriptive statistics

Standard deviation	0.39915441
Coefficient of variation (CV)	33.720917
Kurtosis	84.321972
Mean	0.011836998
Median Absolute Deviation (MAD)	0.084215642
Skewness	-2.5493959
Sum	123.4007
Variance	0.15932424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2413052126	28	0.3%
0.01163299465	20	0.2%
0.06801812096	20	0.2%
0.02462278126	16	0.2%
-0.04811112772	14	0.1%
0.009743525144	8	0.1%
-0.0867477652	6	0.1%
-0.05000059722	6	0.1%
0.0246265602	6	0.1%
-0.0911029924	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.976099818	1	< 0.1%
-6.695013096	1	< 0.1%
-6.126485507	1	< 0.1%
-5.944407717	1	< 0.1%
-5.775942724	1	< 0.1%
-5.336289424	1	< 0.1%
-5.187273715	1	< 0.1%
-5.107788581	1	< 0.1%
-5.045247104	1	< 0.1%
-4.933677736	1	< 0.1%

Value	Count	Frequency (%)
8.254375597	1	< 0.1%
4.173387153	1	< 0.1%
3.852045639	1	< 0.1%
3.35882175	1	< 0.1%
3.052357687	1	< 0.1%
2.980200657	1	< 0.1%
2.706566162	1	< 0.1%
2.698393891	1	< 0.1%
2.677292054	1	< 0.1%
2.527393832	1	< 0.1%

V28
Real number (ℝ)

Distinct	10160
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0021172787

Minimum	-3.5753124
Maximum	4.8607691
Zeros	0
Zeros (%)	0.0%
Negative	3681
Negative (%)	35.3%
Memory size	162.9 KiB

Quantile statistics

Minimum	-3.5753124
5-th percentile	-0.33986525
Q1	-0.015331259
median	0.015492111
Q3	0.070669139
95-th percentile	0.22869388
Maximum	4.8607691
Range	8.4360815
Interquartile range (IQR)	0.086000398

Descriptive statistics

Standard deviation	0.25893693
Coefficient of variation (CV)	122.29705
Kurtosis	76.801949
Mean	0.0021172787
Median Absolute Deviation (MAD)	0.039037861
Skewness	1.1196198
Sum	22.072631
Variance	0.067048336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02035863786	28	0.3%
0.005579101072	20	0.2%
0.02417281086	20	0.2%
0.0233645967	16	0.2%
0.02095632708	14	0.1%
0.00732027843	8	0.1%
-0.0008091127471	6	0.1%
0.02269750444	6	0.1%
0.02336111435	6	0.1%
0.003204301062	6	0.1%
Other values (10150)	10295	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.575312416	1	< 0.1%
-3.50925022	1	< 0.1%
-3.054084903	1	< 0.1%
-2.909294351	1	< 0.1%
-2.735622762	1	< 0.1%
-2.519254702	1	< 0.1%
-2.416099324	1	< 0.1%
-2.372644051	1	< 0.1%
-2.326437421	1	< 0.1%
-2.283113949	1	< 0.1%

Value	Count	Frequency (%)
4.860769069	1	< 0.1%
4.712560306	1	< 0.1%
4.556696798	1	< 0.1%
4.157933573	1	< 0.1%
3.89532087	1	< 0.1%
3.854890768	1	< 0.1%
3.553905855	1	< 0.1%
2.782949518	1	< 0.1%
2.619298224	1	< 0.1%
2.508443102	1	< 0.1%

Amount
Real number (ℝ)

ZEROS

Distinct	3821
Distinct (%)	36.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.56476

Minimum	0
Maximum	7712.43
Zeros	109
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	162.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.92
Q1	5.84
median	15.95
Q3	53.04
95-th percentile	264.132
Maximum	7712.43
Range	7712.43
Interquartile range (IQR)	47.2

Descriptive statistics

Standard deviation	176.68588
Coefficient of variation (CV)	2.7796201
Kurtosis	414.44942
Mean	63.56476
Median Absolute Deviation (MAD)	13.97
Skewness	13.958156
Sum	662662.62
Variance	31217.901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	521	5.0%
11.85	439	4.2%
15.95	259	2.5%
5	221	2.1%
1.98	152	1.5%
0.89	146	1.4%
9.99	139	1.3%
10	133	1.3%
89.99	121	1.2%
14.95	117	1.1%
Other values (3811)	8177	78.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109	1.0%
0.01	101	1.0%
0.02	4	< 0.1%
0.05	4	< 0.1%
0.07	2	< 0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.12	2	< 0.1%
0.13	1	< 0.1%
0.14	2	< 0.1%

Value	Count	Frequency (%)
7712.43	1	< 0.1%
4002.88	1	< 0.1%
3828.04	1	< 0.1%
2746.34	1	< 0.1%
2540.42	1	< 0.1%
2452.03	1	< 0.1%
2126.13	1	< 0.1%
1986.92	1	< 0.1%
1939.3	1	< 0.1%
1912.89	2	< 0.1%

Class
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	162.9 KiB

0.0	10383
1.0	42

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	31275
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	10383	99.6%
1.0	42	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	10383	99.6%
1.0	42	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	20808	66.5%
.	10425	33.3%
1	42	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20850	66.7%
Other Punctuation	10425	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20808	99.8%
1	42	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	10425	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	31275	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20808	66.5%
.	10425	33.3%
1	42	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	31275	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20808	66.5%
.	10425	33.3%
1	42	0.1%

Auto

Heatmap
Table

	Amount	Class	Time	V1	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V2	V20	V21	V22	V23	V24	V25	V26	V27	V28	V3	V4	V5	V6	V7	V8	V9
Amount	1.000	0.028	0.027	-0.123	0.005	-0.055	-0.071	0.055	0.066	-0.123	-0.054	0.115	0.019	0.032	-0.412	0.164	0.200	0.100	-0.060	0.010	0.050	0.045	-0.147	0.049	0.027	0.072	-0.276	0.226	-0.067	0.057	0.043
Class	0.028	1.000	0.025	-0.064	-0.094	0.101	-0.108	-0.031	-0.105	-0.014	-0.091	-0.076	-0.056	0.023	0.102	0.053	0.033	0.016	0.011	-0.051	-0.021	0.043	0.074	0.022	-0.103	0.107	-0.055	-0.087	-0.084	0.043	-0.090
Time	0.027	0.025	1.000	0.080	-0.245	0.306	-0.575	0.462	0.533	-0.221	0.014	0.398	0.149	-0.083	-0.055	-0.129	-0.106	-0.000	-0.007	-0.058	0.096	-0.046	-0.087	-0.046	0.053	0.068	-0.096	0.022	-0.182	-0.007	0.488
V1	-0.123	-0.064	0.080	1.000	0.036	0.056	-0.073	0.099	0.175	0.115	0.198	0.014	-0.063	0.075	-0.431	-0.183	-0.118	-0.127	0.005	-0.000	0.400	-0.025	-0.146	-0.056	-0.394	-0.004	-0.192	-0.028	-0.328	-0.088	0.061
V10	0.005	-0.094	-0.245	0.036	1.000	-0.022	-0.029	-0.102	-0.129	-0.007	0.157	-0.124	-0.124	0.103	0.061	0.068	-0.083	-0.086	0.101	0.023	-0.052	0.102	-0.046	-0.071	-0.054	0.215	0.045	0.126	-0.034	-0.106	-0.376
V11	-0.055	0.101	0.306	0.056	-0.022	1.000	-0.128	0.150	0.393	-0.112	0.081	0.172	0.105	-0.101	-0.033	-0.040	0.013	0.069	0.179	-0.029	-0.115	0.044	-0.066	-0.079	0.004	-0.036	-0.042	-0.021	-0.087	0.044	0.141
V12	-0.071	-0.108	-0.575	-0.073	-0.029	-0.128	1.000	-0.272	-0.494	0.127	-0.235	-0.364	-0.066	0.025	0.036	0.023	0.202	0.131	-0.042	0.037	0.008	-0.017	0.148	0.058	-0.035	-0.042	-0.054	-0.046	0.115	0.030	-0.270
V13	0.055	-0.031	0.462	0.099	-0.102	0.150	-0.272	1.000	0.287	-0.126	0.100	0.217	0.059	-0.042	0.028	0.091	-0.142	-0.046	0.009	0.010	0.075	0.030	-0.102	0.006	0.004	0.080	0.054	0.025	-0.077	-0.159	0.217
V14	0.066	-0.105	0.533	0.175	-0.129	0.393	-0.494	0.287	1.000	-0.079	0.122	0.266	0.133	-0.052	-0.044	-0.211	-0.016	-0.094	0.127	-0.021	0.019	0.026	-0.178	-0.023	-0.126	0.067	-0.052	0.029	-0.199	0.109	0.259
V15	-0.123	-0.014	-0.221	0.115	-0.007	-0.112	0.127	-0.126	-0.079	1.000	-0.023	-0.174	0.017	-0.008	0.081	0.053	0.103	0.058	0.102	0.002	-0.100	-0.083	0.086	-0.008	-0.192	-0.155	0.121	-0.161	0.102	-0.104	-0.166
V16	-0.054	-0.091	0.014	0.198	0.157	0.081	-0.235	0.100	0.122	-0.023	1.000	-0.287	0.184	-0.076	-0.023	0.106	-0.030	-0.228	0.048	-0.026	0.057	0.191	-0.144	0.001	-0.226	-0.108	0.051	-0.071	-0.163	0.074	-0.182
V17	0.115	-0.076	0.398	0.014	-0.124	0.172	-0.364	0.217	0.266	-0.174	-0.287	1.000	-0.259	0.014	-0.066	-0.118	-0.059	0.019	0.173	-0.003	-0.053	-0.102	0.025	0.037	0.053	0.248	-0.244	0.072	-0.252	0.091	0.218
V18	0.019	-0.056	0.149	-0.063	-0.124	0.105	-0.066	0.059	0.133	0.017	0.184	-0.259	1.000	0.104	0.071	-0.019	0.040	0.031	-0.214	-0.069	0.031	0.006	0.012	-0.004	0.001	-0.002	0.035	0.038	-0.042	0.065	0.120
V19	0.032	0.023	-0.083	0.075	0.103	-0.101	0.025	-0.042	-0.052	-0.008	-0.076	0.014	0.104	1.000	-0.050	0.275	-0.010	-0.010	-0.127	0.005	-0.000	-0.065	0.005	-0.064	-0.069	-0.053	-0.007	0.126	-0.071	0.018	-0.085
V2	-0.412	0.102	-0.055	-0.431	0.061	-0.033	0.036	0.028	-0.044	0.081	-0.023	-0.066	0.071	-0.050	1.000	0.082	-0.099	-0.108	-0.001	-0.010	-0.321	0.003	0.180	0.037	0.083	0.220	0.310	-0.113	0.459	-0.081	-0.234
V20	0.164	0.053	-0.129	-0.183	0.068	-0.040	0.023	0.091	-0.211	0.053	0.106	-0.118	-0.019	0.275	0.082	1.000	0.035	0.022	-0.163	0.065	-0.108	0.060	0.109	0.166	0.001	-0.078	0.144	0.032	0.212	0.022	-0.137
V21	0.200	0.033	-0.106	-0.118	-0.083	0.013	0.202	-0.142	-0.016	0.103	-0.030	-0.059	0.040	-0.010	-0.099	0.035	1.000	0.596	-0.204	0.028	-0.013	-0.048	0.020	0.101	0.103	0.000	-0.151	0.069	-0.106	0.090	-0.141
V22	0.100	0.016	-0.000	-0.127	-0.086	0.069	0.131	-0.046	-0.094	0.058	-0.228	0.019	0.031	-0.010	-0.108	0.022	0.596	1.000	-0.254	-0.002	-0.035	-0.088	0.082	-0.069	0.323	-0.017	-0.128	0.063	0.003	0.045	0.078
V23	-0.060	0.011	-0.007	0.005	0.101	0.179	-0.042	0.009	0.127	0.102	0.048	0.173	-0.214	-0.127	-0.001	-0.163	-0.204	-0.254	1.000	0.134	-0.275	0.083	0.048	0.072	-0.070	0.065	-0.102	-0.091	-0.131	0.090	-0.060
V24	0.010	-0.051	-0.058	-0.000	0.023	-0.029	0.037	0.010	-0.021	0.002	-0.026	-0.003	-0.069	0.005	-0.010	0.065	0.028	-0.002	0.134	1.000	-0.012	-0.036	-0.043	0.077	0.033	-0.033	-0.093	-0.223	-0.010	-0.051	-0.016
V25	0.050	-0.021	0.096	0.400	-0.052	-0.115	0.008	0.075	0.019	-0.100	0.057	-0.053	0.031	-0.000	-0.321	-0.108	-0.013	-0.035	-0.275	-0.012	1.000	-0.167	-0.035	-0.046	-0.320	-0.019	-0.096	0.053	-0.255	-0.043	0.181
V26	0.045	0.043	-0.046	-0.025	0.102	0.044	-0.017	0.030	0.026	-0.083	0.191	-0.102	0.006	-0.065	0.003	0.060	-0.048	-0.088	0.083	-0.036	-0.167	1.000	-0.230	-0.005	0.035	0.060	-0.065	0.022	-0.054	0.033	0.005
V27	-0.147	0.074	-0.087	-0.146	-0.046	-0.066	0.148	-0.102	-0.178	0.086	-0.144	0.025	0.012	0.005	0.180	0.109	0.020	0.082	0.048	-0.043	-0.035	-0.230	1.000	0.414	0.039	-0.046	0.026	0.012	-0.029	0.182	-0.039
V28	0.049	0.022	-0.046	-0.056	-0.071	-0.079	0.058	0.006	-0.023	-0.008	0.001	0.037	-0.004	-0.064	0.037	0.166	0.101	-0.069	0.072	0.077	-0.046	-0.005	0.414	1.000	0.016	0.056	-0.085	-0.025	-0.051	0.139	-0.088
V3	0.027	-0.103	0.053	-0.394	-0.054	0.004	-0.035	0.004	-0.126	-0.192	-0.226	0.053	0.001	-0.069	0.083	0.001	0.103	0.323	-0.070	0.033	-0.320	0.035	0.039	0.016	1.000	0.072	-0.039	0.033	0.178	-0.080	0.120
V4	0.072	0.107	0.068	-0.004	0.215	-0.036	-0.042	0.080	0.067	-0.155	-0.108	0.248	-0.002	-0.053	0.220	-0.078	0.000	-0.017	0.065	-0.033	-0.019	0.060	-0.046	0.056	0.072	1.000	-0.030	0.131	0.009	0.042	-0.123
V5	-0.276	-0.055	-0.096	-0.192	0.045	-0.042	-0.054	0.054	-0.052	0.121	0.051	-0.244	0.035	-0.007	0.310	0.144	-0.151	-0.128	-0.102	-0.093	-0.096	-0.065	0.026	-0.085	-0.039	-0.030	1.000	0.152	0.377	0.001	-0.211
V6	0.226	-0.087	0.022	-0.028	0.126	-0.021	-0.046	0.025	0.029	-0.161	-0.071	0.072	0.038	0.126	-0.113	0.032	0.069	0.063	-0.091	-0.223	0.053	0.022	0.012	-0.025	0.033	0.131	0.152	1.000	-0.238	0.434	0.044
V7	-0.067	-0.084	-0.182	-0.328	-0.034	-0.087	0.115	-0.077	-0.199	0.102	-0.163	-0.252	-0.042	-0.071	0.459	0.212	-0.106	0.003	-0.131	-0.010	-0.255	-0.054	-0.029	-0.051	0.178	0.009	0.377	-0.238	1.000	-0.407	-0.208
V8	0.057	0.043	-0.007	-0.088	-0.106	0.044	0.030	-0.159	0.109	-0.104	0.074	0.091	0.065	0.018	-0.081	0.022	0.090	0.045	0.090	-0.051	-0.043	0.033	0.182	0.139	-0.080	0.042	0.001	0.434	-0.407	1.000	-0.052
V9	0.043	-0.090	0.488	0.061	-0.376	0.141	-0.270	0.217	0.259	-0.166	-0.182	0.218	0.120	-0.085	-0.234	-0.137	-0.141	0.078	-0.060	-0.016	0.181	0.005	-0.039	-0.088	0.120	-0.123	-0.211	0.044	-0.208	-0.052	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
4413	3767	1.411399	-0.667231	-0.909267	-1.620560	1.463402	3.272875	-1.177283	0.711705	0.360721	0.284439	1.009445	-3.173552	1.868248	1.411353	0.259203	1.532920	0.445912	-0.866898	0.768245	0.211462	-0.281262	-0.895513	0.085829	0.919754	0.358940	-0.507827	-0.018947	0.014535	36.76
11646	19914	-1.034482	0.759945	1.344673	-1.554244	-0.532826	0.220303	-1.165552	-2.487095	0.054889	-0.668947	1.257244	-2.843729	0.281256	1.577011	-2.526185	1.197653	0.983546	-0.640645	0.416620	0.689236	-1.371789	0.378573	-0.039743	-0.080777	0.070622	-0.440477	0.263666	0.179714	5.00
12824	22510	-2.821078	2.558659	1.510101	-0.825130	-0.074351	-1.143817	1.280357	-1.395802	3.021813	2.371422	1.352344	-2.637159	1.388549	0.183298	-0.227142	-0.199821	-0.237564	-0.584112	-1.286355	0.351558	-0.252337	-0.654465	0.085930	0.799657	-0.528662	-0.456953	-2.126077	-0.284300	4.47
5504	5551	-5.697101	-6.694504	1.684588	3.747782	8.132341	0.422758	-5.335471	1.797142	0.767894	0.933945	0.513423	-2.663956	2.257647	1.633780	1.610523	0.696948	0.077382	1.797455	0.593811	2.574291	0.708507	-0.065315	1.384356	0.917245	0.519653	0.386886	0.050600	0.306439	141.60
2421	1993	1.009576	0.072906	1.714825	2.422086	-0.888163	0.694157	-0.957776	0.491999	-0.206727	0.781328	1.290357	0.196416	-0.868666	0.212830	0.743375	1.197505	-0.777037	0.565002	-1.563095	-0.197243	0.318212	0.851502	0.022475	0.210403	0.084579	0.112326	0.051359	0.029774	12.14
6270	7373	-0.097221	0.465380	1.856440	2.015486	0.194878	0.791687	-0.631286	0.205633	0.990567	-0.033261	1.362097	-1.503865	3.076468	1.190104	0.120884	-0.392133	0.523251	1.595445	2.362288	0.342302	0.178908	0.977183	-0.085198	-0.512894	-0.864515	-0.076372	0.286027	0.217079	6.02
4885	4408	-0.883447	1.443754	2.205774	2.023825	-0.034761	-0.147786	0.441447	-0.096027	0.475090	0.164843	0.040774	-3.481560	0.664792	1.550939	-0.161905	0.729769	0.080607	0.480436	-1.102716	-0.242726	-0.003957	-0.007170	-0.127044	0.288674	-0.247977	-0.135220	-0.329404	0.124209	17.48
12293	21485	-1.630885	-1.413843	0.612860	-2.149243	-4.675453	1.936535	3.874682	-0.744810	-1.333475	-0.496492	0.541972	-4.193342	1.562213	0.986921	-0.336961	0.082658	1.030359	-0.146277	-1.566808	-0.311375	-0.589457	-1.022614	0.882677	-0.069346	0.247407	-0.601933	0.310345	-0.197794	1002.00
4579	3922	1.220434	-0.077488	0.761564	0.893309	-0.457542	0.119115	-0.535322	-0.045117	2.124318	-0.595672	-0.526772	-2.256508	2.051687	1.013061	-0.626876	0.192560	0.300795	0.343073	0.040617	-0.063119	-0.129275	0.072377	-0.218201	-0.440175	0.580531	0.520594	-0.025596	0.008307	29.99
3670	3138	-0.381216	0.720980	1.238813	-1.957210	0.012114	-1.691911	1.180657	-0.463885	0.811801	-1.150091	-0.049521	0.330100	-0.277808	0.100129	0.860120	-0.676129	-0.451364	-0.063769	-0.224435	0.019261	0.081877	0.614558	-0.255598	0.717246	0.029428	-0.859682	0.239271	-0.010377	1.00

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
9051	12632	0.992383	-0.514110	0.809530	0.920698	-0.766019	0.172958	-0.584498	0.008270	2.217739	-0.594428	-0.523270	-2.718634	1.438292	1.205000	0.036559	0.583073	0.125754	0.670025	-0.188420	0.137780	-0.031712	-0.010174	-0.263802	-0.454195	0.373979	0.467250	-0.043562	0.033157	144.30
1260	973	-1.535832	0.043217	0.650716	-0.700745	0.905972	-0.449464	-0.224389	0.672757	-0.246597	-0.669194	-0.275313	0.488601	-0.218755	0.451183	-0.876352	0.666340	-0.761293	0.393211	0.491597	0.210297	-0.094673	-0.606527	-0.198045	-0.806783	-0.089386	0.341019	0.186095	-0.051518	1.00
13373	23619	-0.204465	1.293748	1.916805	1.740899	-0.024920	-0.391609	0.527470	-0.185174	0.384260	-0.372487	0.656428	-2.506490	2.062693	1.726710	0.947079	-0.516721	0.847968	0.272468	1.256675	0.125305	-0.273165	-0.502758	-0.023665	0.310993	-0.373518	-0.447019	0.140223	0.136777	9.99
11043	19051	1.138558	-0.344476	1.125137	-0.635452	-0.991297	-0.096130	-0.831054	0.154802	2.821318	-1.329988	2.618808	-0.899926	1.506156	1.515047	0.066932	-0.628477	0.686459	0.436720	0.205205	-0.181693	-0.066173	0.293136	0.012710	0.188676	0.346499	-0.726301	0.079074	0.018445	6.70
10214	15893	1.259693	0.333935	0.410337	0.914611	-0.463980	-1.071320	-0.134504	-0.177546	1.601717	-0.597704	0.561543	-3.270059	-0.011233	1.520457	0.562276	0.537139	0.834332	0.204205	-0.388743	-0.246100	-0.460217	-1.169355	0.164461	0.232913	0.129779	0.062189	-0.061905	0.020225	0.89
2357	1902	-0.381035	1.172651	1.292894	0.000230	0.323595	-0.488164	0.709352	-0.001076	-0.576341	-0.588963	0.210581	0.631840	1.273583	-0.635109	1.016614	0.034495	0.219867	-0.732542	-0.457154	0.154163	-0.223462	-0.478343	-0.002821	0.055181	-0.194278	0.097674	0.270324	0.097301	1.79
5371	5324	-8.142638	-11.798559	2.754814	3.144248	8.869680	-5.841813	-7.791391	1.387754	3.582807	-0.320514	0.443792	-0.672259	1.595310	0.753972	-3.171611	-0.156241	0.585733	1.249043	-0.047744	2.974400	1.109419	0.382044	2.436705	-0.036403	-0.568741	0.333633	-0.203004	0.454728	170.00
5364	5302	-0.623144	1.107005	1.547382	1.014078	0.317742	-0.262274	0.467637	-0.030594	0.906409	-0.347912	0.716382	-2.533153	1.551060	1.714284	0.687921	-0.473716	0.762656	-0.243146	-0.065468	0.027621	-0.263077	-0.385994	0.191294	-0.028497	-0.598631	-0.636991	0.292388	0.224496	9.99
2559	2106	-1.319169	-0.568561	2.223358	-2.301132	0.069310	-1.606455	-0.211257	0.061981	1.061877	-1.790758	-0.417349	0.106968	-0.407559	0.019727	1.571397	0.054771	-0.503801	0.373921	0.039602	0.183586	0.151376	0.146664	-0.096780	0.408385	0.349405	-0.144804	0.010130	0.085597	24.90
695	525	1.089846	-0.602780	0.924389	-0.077039	-1.275907	-0.420567	-0.634844	0.118674	0.838481	-0.230709	1.121000	0.824766	-0.703517	-0.039087	-0.446296	0.174679	-0.118279	0.121267	0.495022	0.012891	0.112488	0.364386	-0.087886	0.644572	0.192433	1.421352	-0.084481	0.003383	59.90

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample